{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import _pickle as cPickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>location</th>\n",
       "      <th>age</th>\n",
       "      <th>item_id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109814</th>\n",
       "      <td>27462</td>\n",
       "      <td>usa</td>\n",
       "      <td>0</td>\n",
       "      <td>1587492695</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561359</th>\n",
       "      <td>137190</td>\n",
       "      <td>france</td>\n",
       "      <td>3</td>\n",
       "      <td>0552997234</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182843</th>\n",
       "      <td>42721</td>\n",
       "      <td>canada</td>\n",
       "      <td>3</td>\n",
       "      <td>0671024108</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854047</th>\n",
       "      <td>208829</td>\n",
       "      <td>canada</td>\n",
       "      <td>0</td>\n",
       "      <td>0140503897</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559003</th>\n",
       "      <td>136348</td>\n",
       "      <td>usa</td>\n",
       "      <td>4</td>\n",
       "      <td>0807220299</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        user_id location  age     item_id  rating\n",
       "109814    27462      usa    0  1587492695       0\n",
       "561359   137190   france    3  0552997234       8\n",
       "182843    42721   canada    3  0671024108       8\n",
       "854047   208829   canada    0  0140503897       0\n",
       "559003   136348      usa    4  0807220299       9"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data_text = cPickle.load(open('./data/df_data_text.pkl','rb'))\n",
    "df_data_text.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "defaultdict(dict,\n",
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      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_recommand = cPickle.load(open('./data/feature_recommand.pkl','rb'))\n",
    "feature_recommand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "item_id\n",
      "8700236403    10\n",
      "Name: rating, dtype: int32\n"
     ]
    }
   ],
   "source": [
    "for location,data_groupby_location in df_data_text.groupby('location'):\n",
    "    for age,data_groupby_location_age in data_groupby_location.groupby('age'):\n",
    "        for user_id,data_groupby_location_age_userid in data_groupby_location_age.groupby('user_id'):\n",
    "            a = data_groupby_location_age_userid.groupby('item_id')['rating'].mean().sort_values(ascending = False)\n",
    "            print(a)\n",
    "            break\n",
    "        break\n",
    "        \n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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